Projects 4 Way Technologies
Spicychat
Hardened a consumer AI platform for 3 million users — rate limits, personalized push, moderation, and premium TTS — without a rewrite.
- 3M Users
- 600k Premium TTS
- AI Push + moderation
What I shipped
- Sliding-window rate limiting on critical endpoints, scaled for 3 million users.
- Personalized AI-generated push notifications for marketing and engagement, unique per user, at the same scale.
- AI character moderation combined with human moderation.
- Text-to-Speech with moderation and WebSocket delivery for multiple voices, supporting 600k premium users.
Business output
- Improved platform security and stability with rate limiting that holds at 3 million users.
- Increased engagement and retention through personalized, AI-generated push.
- Raised content quality and safety with AI + human character moderation.
- Elevated the premium experience with moderated TTS and realtime voice over WebSockets.
- Left a foundation that can grow without a significant architectural change.